Explainable Graph Spectral Clustering For GloVe-like Text Embeddings
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arXiv
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| Main Authors: | , , , , , |
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| Format: | Preprint |
| Published: |
2025
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| _version_ | 1866911330836938752 |
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| author | Kłopotek, Mieczysław A. Wierzchoń, Sławomir T. Starosta, Bartłomiej Borkowski, Piotr Czerski, Dariusz Laskowski, Eryk |
| author_facet | Kłopotek, Mieczysław A. Wierzchoń, Sławomir T. Starosta, Bartłomiej Borkowski, Piotr Czerski, Dariusz Laskowski, Eryk |
| contents | In a previous paper, we proposed an introduction to the explainability of Graph Spectral Clustering results for textual documents, given that document similarity is computed as cosine similarity in term vector space.
In this paper, we generalize this idea by considering other embeddings of documents, in particular, based on the GloVe embedding idea. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2508_14075 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | Explainable Graph Spectral Clustering For GloVe-like Text Embeddings Kłopotek, Mieczysław A. Wierzchoń, Sławomir T. Starosta, Bartłomiej Borkowski, Piotr Czerski, Dariusz Laskowski, Eryk Machine Learning Artificial Intelligence In a previous paper, we proposed an introduction to the explainability of Graph Spectral Clustering results for textual documents, given that document similarity is computed as cosine similarity in term vector space. In this paper, we generalize this idea by considering other embeddings of documents, in particular, based on the GloVe embedding idea. |
| title | Explainable Graph Spectral Clustering For GloVe-like Text Embeddings |
| topic | Machine Learning Artificial Intelligence |
| url | https://arxiv.org/abs/2508.14075 |